Best Shopify Apps
Best Advanced Reporting Apps for Shopify
Advanced reporting apps matter once default Shopify analytics stop answering the questions operators actually need answered. At that point, merchants are usually not shopping for a prettier dashboard. They are trying to answer specific questions: which cohorts are profitable, where margin is really going, how to automate recurring reports, how to export usable data into finance or ops workflows, and how to understand behavior alongside store economics. This page focuses on that deeper reporting layer: custom report builders, profit analytics, exports, cohort-style visibility, and operator-facing tools that move beyond basic dashboards.
Advanced Reporting: Best Starting Points
Start with Report Pundit if you want the broadest custom-reporting default with the strongest proof. Choose Better Reports when your team specifically wants a paid reporting specialist with a strong reputation. Add TrueProfit or Lifetimely when finance, contribution margin, and LTV matter more than building every custom report from scratch. Use Xporter or Report Toaster when the practical need is export automation and recurring internal reporting. Keep Clarity and Zigpoll as specialist complements, not direct replacements, when behavior or customer insight is the missing layer.
Quick Answer
Best overall
Report Pundit: Custom Reports
Best established choice
BR ‑ Better Reports
Best for profit tracking when operators
TP: True Profit Analytics
Quick Comparison
Use this table to scan pricing, free-plan availability, review depth, and category fit before reading the fuller breakdown for each app.
 Report Pundit: Custom Reports |  BR ‑ Better Reports |  TP: True Profit Analytics |  Lifetimely Profit Analytics |  Microsoft Clarity: AI Insights |  Zigpoll Customer Surveys |  Xporter Data Export & Reports |  Report Toaster: Custom Reports | |
|---|---|---|---|---|---|---|---|---|
| Rating | 4.9(1,810) | 4.9(1,123) | 5.0(738) | 4.8(464) | 4.6(1,007) | 5.0(487) | 4.9(272) | 4.9(210) |
| Reviews | 1,810 | 1,123 | 738 | 464 | 1,007 | 487 | 272 | 210 |
| Starting Price | Free | $19.9/mo | $35/mo | Free | Free | Free | $7/mo | Free |
| Free Plan | ||||||||
| Category | Accounting | Accounting | Analytics | Analytics | Analytics | Analytics | Analytics | Analytics |
| Key Features | Better & Advanced Reports: Create, automate, and customize with ease. Complementary Report Service: Let us build your custom reports. Access and review data from tags, metafields, and line-item properties. | Explore all your store data (including tags, metafields, attributes and more). Custom reports and metrics. Multiple chart visuals. Complimentary report service. Let us build your custom reports for you. | Net Profit tracker: Know your financial health with a real-time Profit Dashboard Auto-track all costs: COGS, shipping cost, transaction fee, taxes, custom costs Real-time sync ad spends from Facebook, Google, TikTok, Bing, Snapchat, Amazon. | Custom Reports: Custom dashboard analytics with marketing & net profit metrics P&L: Real-time profit & loss reports + sales forecasting reports(Shopify+Amazon) LTV insights: Track lifetime value by segment and use profit analytics to grow | AI-Driven Insights: Detect behavior patterns and take action to improve revenue Replays & Heatmaps: Watch recordings of how visitors interact with your store Smart Events & Conversion Funnels: Identify drop-off points, recover lost sales | Advanced post-purchase surveys that get quality responses. No coding required. Customize and translate every detail. Localize for multiple languages. Abandoned checkout campaigns. Uncover common pain points and recover carts. | Intuitive report editor makes it easy to find data and build custom layouts Dozens of starter reports to run or customize to your needs Excel, CSV, Text and even XML support, with scheduling by email and SFTP | Start with one of our 130+ reports, then customize and save better reports Export and download reports as PDF or CSV to share via email or analyze in Excel Scheduled reports for automated delivery via email, SMS or Slack |
| Integrations | checkout, ship station, facebook, google ads +3 | shopify admin, google drive, email, stripe +2 | checkout, facebook, google, tiktok +13 | checkout, google ads, google analytics, tiktok +3 | checkout, shopify admin, google analytics, google ads +4 | customer accounts, checkout, shopify flow, klaviyo +5 | shopify admin, aria, ftp, product feeds +3 | checkout, shopify admin, google sheets (csv), zapiet +4 |
| Languages | 1 languages | 1 languages | 3 languages | 1 languages | 14 languages | 1 languages | 1 languages | 1 languages |
| Launch Date | Aug 2019 | Feb 2017 | Jul 2019 | Feb 2019 | Jul 2025 | Apr 2019 | Feb 2013 | Apr 2021 |
| App Store |
Top Picks
Report Pundit: Custom Reports
Best overall
Best overall custom reporting default for Shopify merchants that want strong proof, flexible report building, and a practical starting point for deeper ops and finance visibility.
Key strengths
- Strongest review footprint in this advanced-reporting set
- Free-plan entry lowers evaluation risk
- Explicit custom-reporting positioning
Limitations
- Can still be more reporting surface than small stores need
- Requires real question discipline to avoid dashboard sprawl
BR ‑ Better Reports
Best established choice
Best paid custom-reporting specialist for teams that want a mature reporting product and are comfortable paying for a more dedicated layer from day one.
Key strengths
- Excellent review depth and 4.9 rating
- Clear reporting-and-analytics focus
- Strong fit for teams that already know reporting is strategic
Limitations
- No free plan
- Harder to justify for very small stores or lighter reporting needs
TP: True Profit Analytics
Best for profit tracking when operators
Best for profit tracking when operators care most about true margin, contribution visibility, and finance-led decision making rather than general-purpose custom reports.
Key strengths
- Perfect 5.0 rating
- Strongest integration depth in this shortlist
- Clear profit-analytics wedge
Limitations
- Paid-first tool
- Smaller proof base than the custom-reporting leaders
Lifetimely Profit Analytics
Best for LTV and customer economics
Best for LTV and customer economics when the reporting question is as much about cohort quality and forecast quality as it is about raw sales reporting.
Key strengths
- Useful blend of profit and customer-value analysis
- Free-plan accessibility
- Distinct economics-focused angle
Limitations
- Less of a pure custom-report builder
- Smaller proof base than Report Pundit or Better Reports
Best Apps by Use Case
Best overall
Best overall custom reporting default for Shopify merchants that want strong proof, flexible report building, and a practical starting point for deeper ops and finance visibility.
Best established choice
Best paid custom-reporting specialist for teams that want a mature reporting product and are comfortable paying for a more dedicated layer from day one.
Best for profit tracking when operators
Best for profit tracking when operators care most about true margin, contribution visibility, and finance-led decision making rather than general-purpose custom reports.
Best for LTV and customer economics
Best for LTV and customer economics when the reporting question is as much about cohort quality and forecast quality as it is about raw sales reporting.
Best for behavior insight and conversion
Best for behavior insight and conversion diagnosis alongside a deeper reporting stack, not as a replacement for it.
Best for customer-insight reporting when merchants
Best for customer-insight reporting when merchants want zero-party data and survey evidence feeding into decisions rather than relying only on dashboard metrics.
Also Consider
Microsoft Clarity: AI Insights
Best for behavior insight and conversion
Best for behavior insight and conversion diagnosis alongside a deeper reporting stack, not as a replacement for it.
Zigpoll Customer Surveys
Best for customer-insight reporting when merchants
Best for customer-insight reporting when merchants want zero-party data and survey evidence feeding into decisions rather than relying only on dashboard metrics.
Xporter Data Export & Reports
Best fit for a specific stack
Best export-first reporting tool for teams that mostly need usable scheduled reports, custom layouts, and delivery into finance or ops workflows rather than a bigger analytics platform.
Report Toaster: Custom Reports
Best budget option
Best lightweight scheduled-reporting option for merchants that want lots of starter templates, free-plan access, and automated delivery before stepping up to a heavier suite.
Key Differences That Matter
- Report Pundit: Custom Reports offers a free plan, which can matter for early-stage stores testing the category.
- Report Pundit: Custom Reports has the stronger review footprint, which usually signals broader adoption and more merchant feedback to evaluate.
- Report Pundit: Custom Reports appears to support a wider integration footprint, which can reduce stack friction for merchants.
How To Choose
- Start with pricing structure and free-plan logic so you do not overbuy before the workflow is proven.
- Use review depth as a trust signal, but do not treat the biggest incumbent as the automatic winner if the fit is wrong.
- Decide whether you need the best default option or a narrower specialist for a specific use case.
- Check integration fit with the rest of your stack, especially email, support, loyalty, or merchandising tools.
How We Evaluated These Apps
This guide is stricter than the broader reporting page. We prioritized apps with live proof in custom reporting, profit analytics, export depth, and operator-level decision support rather than including every analytics-adjacent tool that happens to surface store data. We also distinguished between core reporting systems, finance-focused profit tools, export-and-scheduling utilities, and behavior or survey complements, because merchants usually need one primary reporting layer plus one or two narrower specialist tools rather than a single universal winner.
Frequently Asked Questions
What is the best advanced reporting app for Shopify?
Report Pundit is the clearest default starting point right now because it combines the strongest proof base in this advanced-reporting set with free-plan accessibility and an explicit custom-reporting focus.
What is the difference between advanced reporting and regular analytics apps?
Advanced reporting tools are built to answer custom operational questions, automate exports, and surface finance or cohort views. Regular analytics apps often stop at top-line dashboards, session insight, or lighter reporting summaries.
Which advanced reporting apps are best for profit analysis?
TrueProfit and Lifetimely are the strongest picks here when the main question is margin, contribution, or customer economics rather than raw operational reporting.
Should merchants use Clarity or Zigpoll as their main advanced reporting app?
Usually not. Both are useful specialist complements, but neither is the cleanest replacement for a dedicated custom-reporting or profit-analytics stack.
Which advanced reporting apps are best for exports and recurring scheduled reports?
Xporter and Report Toaster are the clearest picks when the practical need is export flexibility, starter report templates, and recurring scheduled delivery rather than a broader profit or custom-dashboard layer.
What is the difference between Report Pundit and Better Reports?
Both are credible custom-reporting tools, but Report Pundit is the stronger default because it has the larger proof base and a free-plan entry. Better Reports is still a strong specialist when the team is comfortable paying upfront for a more dedicated reporting layer.
Competitors
Report Pundit: Custom Reports
See the full app page for Report Pundit: Custom Reports and compare it more directly against the other shortlisted options.
BR ‑ Better Reports
See the full app page for BR ‑ Better Reports and compare it more directly against the other shortlisted options.
TP: True Profit Analytics
See the full app page for TP: True Profit Analytics and compare it more directly against the other shortlisted options.